{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Body Segmentation\n",
    "\n",
    "Lab Assignment from [AI for Beginners Curriculum](https://github.com/microsoft/ai-for-beginners).\n",
    "\n",
    "In video production, for example, in weather forecasts, we often need to cut out a human image from camera and place it on top of some other footage. This is typically done using **chroma key** techniques, when a human is filmed in front of a uniform color background, which is then removed. In this lab, we will train a neural network model to cut out the human silhouette.\n",
    "\n",
    "We will be using [Segmentation Full Body MADS Dataset](https://www.kaggle.com/datasets/tapakah68/segmentation-full-body-mads-dataset) from Kaggle. Download the dataset manually from Kaggle and unzip in into current directory."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "dataset_path = 'segmentation_full_body_mads_dataset_1192_img'\n",
    "\n",
    "import os\n",
    "import matplotlib.pyplot as plt"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Let's see how images in the dataset look like:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "img_path = os.path.join(dataset_path,'images')\n",
    "mask_path = os.path.join(dataset_path,'masks')\n",
    "\n",
    "fnames = os.listdir(img_path)\n",
    "\n",
    "def load_image(img_name):\n",
    "    img = plt.imread(os.path.join(img_path,img_name))\n",
    "    mask = plt.imread(os.path.join(mask_path,img_name))\n",
    "    return img,mask"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(-0.5, 511.5, 383.5, -0.5)"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 720x360 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "img, mask = load_image(fnames[5])\n",
    "\n",
    "fig,ax = plt.subplots(1,2,figsize=(10,5))\n",
    "ax[0].imshow(img)\n",
    "ax[1].imshow(mask)\n",
    "ax[0].axis('off')\n",
    "ax[1].axis('off')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
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  "interpreter": {
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  },
  "kernelspec": {
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